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10.1016/j.jmb.2022.167530

http://scihub22266oqcxt.onion/10.1016/j.jmb.2022.167530
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suck abstract from ncbi


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pmid35662463      J+Mol+Biol 2022 ; 434 (11): 167530
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  • PEPPI: Whole-proteome Protein-protein Interaction Prediction through Structure and Sequence Similarity, Functional Association, and Machine Learning #MMPMID35662463
  • Bell EW; Schwartz JH; Freddolino PL; Zhang Y
  • J Mol Biol 2022[Jun]; 434 (11): 167530 PMID35662463show ga
  • Proteome-wide identification of protein-protein interactions is a formidable task which has yet to be sufficiently addressed by experimental methodologies. Many computational methods have been developed to predict proteome-wide interaction networks, but few leverage both the sensitivity of structural information and the wide availability of sequence data. We present PEPPI, a pipeline which integrates structural similarity, sequence similarity, functional association data, and machine learning-based classification through a naive Bayesian classifier model to accurately predict protein-protein interactions at a proteomic scale. Through benchmarking against a set of 798 ground truth interactions and an equal number of non-interactions, we have found that PEPPI attains 4.5% higher AUROC than the best of other state-of-the-art methods. As a proteomic-scale application, PEPPI was applied to model the interactions which occur between SARS-CoV-2 and human host cells during coronavirus infection, where 403 high-confidence interactions were identified with predictions covering 73% of a gold standard dataset from PSICQUIC and demonstrating significant complementarity with the most recent high-throughput experiments. PEPPI is available both as a webserver and in a standalone version and should be a powerful and generally applicable tool for computational screening of protein-protein interactions.
  • |*Machine Learning[MESH]
  • |*Protein Interaction Mapping[MESH]
  • |*Proteome/chemistry[MESH]
  • |*Software[MESH]
  • |Bayes Theorem[MESH]
  • |COVID-19[MESH]
  • |Humans[MESH]
  • |Proteomics[MESH]


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